Metrics for assessing community assembly processes - using relative abundance proxy

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Please cite the eBird Status and Trends data using: 
  Fink, D., T. Auer, A. Johnston, M. Strimas-Mackey, S. Ligocki, O. Robinson, 
  W. Hochachka, L. Jaromczyk, C. Crowley, K. Dunham, A. Stillman, I. Davies, 
  A. Rodewald, V. Ruiz-Gutierrez, C. Wood. 2023.
  eBird Status and Trends, Data Version: 2022; Released: 2023. Cornell Lab of
  Ornithology, Ithaca, New York. https://doi.org/10.2173/ebirdst.2022

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Introduction

Are urban columbidae communities strutured by habitat filtering or via competitive interactions?

• With competitive interactions we expect the phylogenetic and functional distance between species to higher than expected than within a random community.
• With habitat filtering we expect the phylogentic and functional distance between species to be lower than expected than within a random community.

Nathan G. Swenson (2007); Jeannine Cavender-Bares (2009)

Recommended community metrics

• Functional diversity of all traits Owen L. Petchey (2002)
• Convex Hull Volume (CHV) of all traits (a multivariate measure of the range of community values) William K. Cornwell (2006)
• Mean taxon distance (MTD) is mean pairwise phylogenetic distances between co-occurring species and is most sensitive to tree-wide patterns of phylogenetic clustering and evenness.
• Mean nearest taxon distance (MNTD) is mean pairwise phylogenetic distances separating each species from its closest co-occurring relative and is most sensitive to phylogenetic clustering or evenness at the tips of phylogeny.
• FD of each trait individually
• Variance of each trait within community previously used to measure trait clustering
• SDNDr (standard deviation of distances between neighbouring species along a single trait axis, divided by the trait range of the community) is used to detect the regular spacing in species trait values predicted by competitive exclusion.

Trisos (2014)

Recommended null model

Many metrics sensitive to species richness. Urban communities are governed by the surrounding regional pool. For each urban community, we can generate all of the possible communities with the same species richness as the urban community with species from the regional pool. The average of all possible communities gives us a null model. Eliot T Miller (2017)

Load communities

communities = read_csv(filename(COMMUNITY_OUTPUT_DIR, 'communities_for_analysis.csv'))

Rows: 2428 Columns: 7── Column specification ─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (5): city_name, ebird_species_name, seasonal, presence, origin
dbl (2): city_id, relative_abundance_proxy
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

head(communities)

Cities excluded from analysis

community_summary = communities %>% 
  group_by(city_id, city_name) %>% 
  summarise(
    regional_pool_size = n(), 
    urban_pool_size = sum(relative_abundance_proxy > 0))

`summarise()` has grouped output by 'city_id'. You can override using the `.groups` argument.

community_summary

get_valid_cities = function() {
  df = community_summary[,c('city_id', 'city_name', 'regional_pool_size', 'urban_pool_size')]
  df[df$urban_pool_size > 1,]
}

Report cities excluded

Urban communities with no pigeons: 0

character(0)

Urban communities single pigeon (but more in regional pool): 1

[1] “Izhevsk”

Total excluded cities from analysis: 1

Cities remaining in analysis: 336

Load trait data

avonet_ebird = read_csv(filename(TAXONOMY_OUTPUT_DIR, 'traits_ebird.csv'))

Rows: 332 Columns: 10── Column specification ─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────
Delimiter: ","
chr (5): ebird_species_name, habitat, trophic_level, trophic_niche, primary_lifestyle
dbl (5): beak_width, hwi, mass, habitat_density, migration
ℹ Use `spec()` to retrieve the full column specification for this data.
ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

avonet_ebird

communities$ebird_species_name[!(communities$ebird_species_name %in% avonet_ebird$ebird_species_name)]

character(0)

Load phylogeny

Phylogenetic maximum clade tree based on a set of trees from Jetz (2012) using the Shannon J. Hackett and Yuri (2008) backbone. Trim tree to just species within our urban communities

columbidae_tree <- read.tree(filename(TAXONOMY_OUTPUT_DIR, 'phylogeny.tre'))

Create community matrix

to_species_matrix_with_relative_abundance = function(valid_city_ids) {
  c = communities[communities$city_id %in% valid_city_ids, c('city_id', 'ebird_species_name', 'relative_abundance_proxy')]
  c$ebird_species_name = str_replace(c$ebird_species_name, ' ', '_')
  m = pivot_wider(c[, c('ebird_species_name', 'relative_abundance_proxy', 'city_id')], names_from = ebird_species_name, values_from = "relative_abundance_proxy", values_fill = list(relative_abundance_proxy = as.double(0.0)))
  tibble::column_to_rownames(m, var='city_id')
}

Matrix

valid_cities = get_valid_cities()
species_m = to_species_matrix_with_relative_abundance(valid_cities$city_id)
species_m

Species included in analysis

all_species_in_analysis = communities[communities$city_id %in% valid_cities$city_id, c('ebird_species_name', 'relative_abundance_proxy')]
all_species_in_analysis

Total species

length(unique(all_species_in_analysis$ebird_species_name))

[1] 138

Total species in cities

length(unique(all_species_in_analysis$ebird_species_name[all_species_in_analysis$relative_abundance_proxy > 0]))

[1] 106

Test communities

test_communities = to_species_matrix_with_relative_abundance(c(79, 624, 1786, 2059, 11536, 65))
test_communities

Create functions for generating community metrics

MNTD

Calculate MNTD for each community using Kembel (2010)

get_mntd_for_communities = function(communities, phydist_urban_columbidae = cophenetic(columbidae_tree)) {
  urban_community_mntd_result = mntd(as.matrix(communities), phydist_urban_columbidae, abundance.weighted=TRUE)
  data.frame(site = rownames(communities), mntd = urban_community_mntd_result)
}

get_mntd_for_communities(test_communities)

community_1786 = to_species_matrix_with_relative_abundance(c(1786))
get_mntd_for_communities(community_1786)

community_1786[1,] = c(50.23238 , 50.23238  , 50.23238  , 50.23238  , 0)
get_mntd_for_communities(community_1786)

community_13183 = to_species_matrix_with_relative_abundance(c(13183))
get_mntd_for_communities(community_13183)

get_mntd_for_communities(to_species_matrix_with_relative_abundance(communities$city_id))

FD

analysis_single_traits = c('mass', 'beak_width', 'hwi')

get_traits_data_frame = function(trait_names) {
  trait_names = prepend('ebird_species_name', trait_names)
  traits = avonet_ebird[,trait_names]
  traits$ebird_species_name = str_replace(traits$ebird_species_name, ' ', '_')
  traits = tibble::column_to_rownames(traits, var='ebird_species_name')
  traits
}

get_fd_for_traits = function(required_traits_for_fd, communities) {
  fd_fdiv(traits = get_traits_data_frame(required_traits_for_fd), sp_com = communities)
}

get_fd_for_traits(analysis_single_traits, test_communities)

Warning: `prepend()` was deprecated in purrr 1.0.0.
Please use append(after = 0) instead.Differing number of species between trait dataset and site-species matrix
Taking subset of species

community_1786a = to_species_matrix_with_relative_abundance(c(1786))
community_1786b = community_1786a
community_1786c = community_1786a
community_1786b[1,] = c(1, 1, 1, 1, 0)
community_1786c[1,] = c(50.23238, 50.23238, 50.23238, 50.23238, 0)
get_fd_for_traits(analysis_single_traits, rbind(community_1786a, community_1786b, community_1786c))

Differing number of species between trait dataset and site-species matrix
Taking subset of species

community_13183 = to_species_matrix_with_relative_abundance(c(13183, 79))
get_fd_for_traits(analysis_single_traits, community_13183)

Differing number of species between trait dataset and site-species matrix
Taking subset of species

get_fd_for_traits(analysis_single_traits, to_species_matrix_with_relative_abundance(communities$city_id))

Differing number of species between trait dataset and site-species matrix
Taking subset of species

get_fd_for_traits(c('beak_width'), test_communities)

Differing number of species between trait dataset and site-species matrix
Taking subset of species

Function to create all metrics

get_community_metrics = function(communities, included_traits_for_single_trait_metrics = analysis_single_traits) {

  result = get_mntd_for_communities(communities)
  
  for (trait in included_traits_for_single_trait_metrics) {
    fd_col_name = function(value) {
      paste(trait, 'fdiv', sep = '_')
    }
  
    fd_single_trait = get_fd_for_traits(trait, communities) %>%
      dplyr::select('site', 'FDiv') %>%
      rename_with(fd_col_name, 'FDiv')
    
    result = right_join(result, fd_single_trait)
  }
  
  result
}

get_community_metrics(to_species_matrix_with_relative_abundance(communities$city_id))

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

Calculate the null models

Our null model is every possible community of species from the regional pool with the same richness as the urban pool

Find all species in regional pool:

test_city_id = 1786 # Manchester
communities$ebird_species_name[communities$city_id == test_city_id]

[1] "Columba livia"         "Columba oenas"         "Columba palumbus"      "Streptopelia decaocto" "Streptopelia turtur"  

Find urban richness

community_summary$urban_pool_size[community_summary$city_id == test_city_id]

[1] 4

Create function to generate every combination of values from a vector.

combinations = function(v) {
  if (length(v) == 2) {
    data.frame(x = c(v[1], v[2]), y = c(v[2],v[1])) 
  } else {
    foreach(i = 1:length(v), .combine = 'rbind') %do% {
      left = v[i]
      right = v[-i]
      cbind(left, combinations(right))
    }
  }
}

combinations(c(1, 2, 3))

combinations(c(1, 2, 3, 4, 5, 6))

combinations(c(1, 2, 3, 4, 5, 6, 7))

POPULATION_SAMPLE_SIZE = 5040
REGIONAL_POOL_SIZE_FOR_MAX_POP = 7

to_possible_populations = function(proxy_relative_abundance_values) {
  new_cols = paste('Var', 1:length(proxy_relative_abundance_values), sep='')
    
  if (length(proxy_relative_abundance_values) <= REGIONAL_POOL_SIZE_FOR_MAX_POP) {
    all_pops = unique(combinations(proxy_relative_abundance_values))
    colnames(all_pops) = new_cols
    all_pops
  } else {
    # include actual population as first row
    sample_pops = rbind(proxy_relative_abundance_values, data.frame())
    
    attempts = 0
    
    repeat {
      sample_pops = unique(rbind(sample(proxy_relative_abundance_values), sample_pops))
      attempts = attempts + 1
      
      if (nrow(sample_pops) >= POPULATION_SAMPLE_SIZE) {
        break;
      }
      
      if (attempts > (2 * POPULATION_SAMPLE_SIZE)) {
        print(paste('Failed to find', POPULATION_SAMPLE_SIZE, 'samples, only found', nrow(sample_pops), sep = ' '))
        break;
      }
    }
    
    colnames(sample_pops) = new_cols
    sample_pops
  }
}

to_possible_populations(communities$relative_abundance_proxy[communities$city_id == test_city_id])

to_all_equal_abundance_communities = function(urban_richness, regional_richness) {
  null_model_sites = expand.grid(rep(list(TRUE:FALSE), regional_richness))
  null_model_sites_species_richness =  data.frame(species_richness = pmap_dbl(null_model_sites, sum))
  null_model_sites = cbind(null_model_sites, null_model_sites_species_richness)
  null_model_sites[null_model_sites$species_richness == urban_richness, 1:regional_richness]
}

to_all_equal_abundance_communities(2, 3)

Function to build every possible community from the species in the regional pool and the given relative abundances

create_null_model_communities = function(city_id, urban_richness, regional_species, proxy_relative_abundance_values) {
  regional_richness = length(regional_species)
  urban_richness = length(proxy_relative_abundance_values[proxy_relative_abundance_values > 0])
  actual_total_relative_abundance = sum(proxy_relative_abundance_values)
  
  null_model_sites = rbind(
    to_all_equal_abundance_communities(urban_richness, regional_richness),
    to_possible_populations(proxy_relative_abundance_values)
  )
  
  regional_species = str_replace(regional_species, ' ', '_')
  
  colnames(null_model_sites) = regional_species
  rownames(null_model_sites) = 1:nrow(null_model_sites)
  
  null_model_sites[,regional_species]
}

test_null_model = create_null_model_communities(
  test_city_id, 
  community_summary$urban_pool_size[community_summary$city_id == test_city_id], 
  communities$ebird_species_name[communities$city_id == test_city_id],
  communities$relative_abundance_proxy[communities$city_id == test_city_id]
)

test_null_model

create_null_model_communities(
  65, 
  community_summary$urban_pool_size[community_summary$city_id == 65], 
  communities$ebird_species_name[communities$city_id == 65],
  communities$relative_abundance_proxy[communities$city_id == 65]
)

create_null_model_communities(
  1, 
  community_summary$urban_pool_size[community_summary$city_id == 1], 
  communities$ebird_species_name[communities$city_id == 1],
  communities$relative_abundance_proxy[communities$city_id == 1]
)

create_null_model_communities(
  122, 
  community_summary$urban_pool_size[community_summary$city_id == 122], 
  communities$ebird_species_name[communities$city_id == 122],
  communities$relative_abundance_proxy[communities$city_id == 122]
)

Test creating community metrics for our null model

test_null_model_community_metrics = get_community_metrics(test_null_model)

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

test_null_model_community_metrics

Compare Urban Communities to regional null models

standardise(1.5, 1, 2)

[1] 0.25

normalise(15, 20, 10)

[1] 0.5

Create function to test actual value against all possible null model values

compare_community_to_null_model = function(metric_name, actual_metric_value, null_model_metric_values) {
  mean_value = mean(null_model_metric_values)
  sd_value = sd(null_model_metric_values)
  
  min_value = min(null_model_metric_values)
  max_value = max(null_model_metric_values)
  
  result = data.frame(
    standard = standardise(actual_metric_value, mean_value, sd_value),
    normal = normalise(actual_metric_value, max_value, min_value),
    actual = actual_metric_value
  )
  
  col_name = function(value) {
      paste(metric_name, value, sep = '_')
  }
  
  colnames(result) = c(col_name('standard'), col_name('normal'), col_name('actual'))
  result
}

compare_community_to_null_model('mass_fdiv', 0.7167711, test_null_model_community_metrics$mass_fdiv)

The metrics we want to test:

test_community_metrics = get_community_metrics(test_communities)

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

all_metrics_to_test = colnames(test_community_metrics)[-1]
all_metrics_to_test

[1] "mntd"            "mass_fdiv"       "beak_width_fdiv" "hwi_fdiv"       

Compare the actual values to the null model values:

create_null_model_test_values = function(city_id, urban_richness, regional_species, relative_abundance_proxy_values, actual_values) {
  null_models = create_null_model_communities(city_id, urban_richness, regional_species, relative_abundance_proxy_values)
  null_model_community_values = get_community_metrics(null_models)
  
  foreach(metric = all_metrics_to_test, .combine = 'cbind') %do% {
      compare_community_to_null_model(metric, actual_values[,c(metric)], null_model_community_values[,c(metric)])
  } %>% mutate(city_id = city_id)
}

create_null_model_test_values(
  test_city_id, 
  community_summary$urban_pool_size[community_summary$city_id == test_city_id], 
  communities$ebird_species_name[communities$city_id == test_city_id],
  communities$relative_abundance_proxy[communities$city_id == test_city_id],
  test_community_metrics[test_community_metrics$site == test_city_id,]
)

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Create analysis data

valid_cities = get_valid_cities()

c = communities[communities$city_id %in% valid_cities$city_id, c('city_id', 'ebird_species_name', 'relative_abundance_proxy')]

cv = foreach(loop_all_city_id = valid_cities$city_id, .combine = 'rbind') %do% {
  community_matrix = to_species_matrix_with_relative_abundance(c(loop_all_city_id))
  metrics = get_community_metrics(rbind(community_matrix, community_matrix))
  metrics[1,]
}

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Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

  
cs = community_summary[community_summary$city_id %in% valid_cities$city_id, c('city_id', 'urban_pool_size')]

result = foreach(loop_all_city_id = cs$city_id, .combine = 'rbind') %do% {
  print(paste('metrics for city',loop_all_city_id, sep = ' '))
  single_city_result = create_null_model_test_values(
    loop_all_city_id, 
    cs$urban_pool_size[cs$city_id == loop_all_city_id],
    c$ebird_species_name[c$city_id == loop_all_city_id],
    c$relative_abundance_proxy[c$city_id == loop_all_city_id],
    cv[cv$site == loop_all_city_id,]
  )
}

[1] "metrics for city 1"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 10"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 14"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 19"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 21"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 29"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 46"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 49"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 57"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 65"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 73"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 74"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 79"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 84"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 88"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 93"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 101"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 111"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 112"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 116"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 122"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 139"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 140"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 143"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 144"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 154"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 155"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 178"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 179"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 187"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 193"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 196"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 200"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 202"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 219"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 225"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 234"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 249"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 250"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 255"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 273"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 274"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 289"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 316"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 322"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 324"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 347"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 351"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 352"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 361"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 364"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 369"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 394"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 396"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 402"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 405"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 413"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 419"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 429"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 443"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 459"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 467"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 468"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 474"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 488"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 501"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 502"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 514"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 530"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 544"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 557"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 559"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 562"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 564"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 571"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 578"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 589"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 603"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 624"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 627"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 628"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 629"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 639"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 655"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 674"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 679"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 685"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 693"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 724"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 734"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 758"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 775"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 788"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 795"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 821"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 824"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 838"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 852"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 854"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 860"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 862"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 880"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 885"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 895"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 902"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 903"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 906"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 907"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 909"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 919"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 936"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 950"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 971"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 974"
[1] "Failed to find 5040 samples, only found 1679"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 977"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 994"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1014"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1022"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1027"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1040"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1053"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1079"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1110"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1122"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1123"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1143"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1146"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1223"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1308"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1325"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1329"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1557"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1575"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1576"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1639"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1663"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1684"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1708"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1716"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1744"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1758"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1777"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1786"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1806"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1825"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1836"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1844"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1864"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1918"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 1919"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 2025"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 2054"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 2059"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 2131"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 2144"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 2176"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 2195"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 2237"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 2298"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 2378"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 2455"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 2473"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 2503"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 2524"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 2542"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 2546"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 2737"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 2757"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 2792"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 2860"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 2897"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 2907"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 2937"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 2983"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 3022"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 3037"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 3041"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 3042"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 3070"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 3203"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 3216"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 3228"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 3255"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 3278"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 3279"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 3280"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 3362"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 3392"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 3395"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 3407"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 3412"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 3430"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 3528"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 3574"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 3593"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 3684"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 3709"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 4189"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 4225"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 4259"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 4328"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 4370"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 4446"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 4822"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 4830"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 4939"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 5002"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 5155"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 5734"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 5823"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 5894"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 5939"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 5945"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 6164"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 6270"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 6483"
[1] "Failed to find 5040 samples, only found 1674"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 6499"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 6545"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 6564"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 6601"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 6637"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 6660"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 6693"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 6696"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 6701"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 6747"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 6755"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 6770"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 6779"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 6786"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 6803"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 6882"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 6887"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 6935"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 6998"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7014"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7062"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7073"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7086"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7100"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7154"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7204"
[1] "Failed to find 5040 samples, only found 1675"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7235"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7241"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7262"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7292"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7308"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7310"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7332"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7367"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7431"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7480"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7483"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7503"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7542"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7554"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7555"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7593"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7655"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7700"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7714"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7725"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7747"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7769"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7824"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7842"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7899"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7909"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7930"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7932"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7969"
[1] "Failed to find 5040 samples, only found 56"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 7973"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 8010"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 8017"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 8021"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 8052"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 8070"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 8099"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 8145"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 8154"
[1] "Failed to find 5040 samples, only found 1675"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 8173"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 8238"
[1] "Failed to find 5040 samples, only found 840"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 8251"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 8331"
[1] "Failed to find 5040 samples, only found 336"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 8363"
[1] "Failed to find 5040 samples, only found 1677"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 8398"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 8502"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 8517"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 8527"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 8558"
[1] "Failed to find 5040 samples, only found 2918"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 8565"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 8632"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 8683"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 8719"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 8733"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 8819"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 8896"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 8923"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 8973"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 9063"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 9180"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 9218"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 9402"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 9416"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 9482"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 9520"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 9531"
[1] "Failed to find 5040 samples, only found 990"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 9535"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 9582"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 9679"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 9752"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 9768"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 9976"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 10034"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 10100"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 10119"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 10774"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 11000"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 11197"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 11536"
[1] "Failed to find 5040 samples, only found 4397"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 11554"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 11699"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 12333"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 12349"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 12743"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 12745"
[1] "Failed to find 5040 samples, only found 1676"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 12748"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 12755"
[1] "Failed to find 5040 samples, only found 336"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 12760"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 12761"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 12784"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 13030"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 13076"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 13097"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 13130"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

[1] "metrics for city 13183"

Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`Differing number of species between trait dataset and site-species matrix
Taking subset of species
Joining with `by = join_by(site)`

result = right_join(result, cs)

Joining with `by = join_by(city_id)`

result

Which cities have an NA result?

city_id_with_na_result = result$city_id[is.na(result)]
community_summary[community_summary$city_id %in% city_id_with_na_result,]

Store all cities with an urban pool size greater than 2

write_csv(result[result$urban_pool_size > 2,], filename(COMMUNITY_OUTPUT_DIR, 'community_assembly_metrics_using_relative_abundance.csv'))

Eliot T Miller, Christopher H Trisos, Damien R Farine. 2017. “Phylogenetic Community Structure Metrics and Null Models: A Review with New Methods and Software” 40 (4). https://doi.org/10.1111/ecog.02070.

Jeannine Cavender-Bares, Paul V. A. Fine, Kenneth H. Kozak. 2009. “The Merging of Community Ecology and Phylogenetic Biology” 12 (7). https://doi.org/10.1890/06-1499.1.

Jetz, Thomas, W. 2012. “The Global Diversity of Birds in Space and Time” 491. https://doi.org/10.1038/nature11631.

Kembel, Cowan, S. W. 2010. “Picante: R Tools for Integrating Phylogenies and Ecology” 26. https://doi.org/10.1093/bioinformatics/btq166.

Nathan G. Swenson, Jill Thompson, Brian J. Enquist. 2007. “The Influence of Spatial and Size Scale on Phylogenetic Relatedness in Tropical Forest Communities” 88 (7). https://doi.org/10.1890/06-1499.1.

Owen L. Petchey, Kevin J. Gaston. 2002. “Functional Diversity (FD), Species Richness and Community Composition” 5 (3). https://doi.org/10.1046/j.1461-0248.2002.00339.x.

Shannon J. Hackett, Sushma Reddy, Rebecca T. Kimball, and Tamaki Yuri. 2008. “A Phylogenomic Study of Birds Reveals Their Evolutionary History” 320 (5884). https://doi.org/10.1126/science.1157704.

Trisos, Petchey, C. H. 2014. “Unraveling the Interplay of Community Assembly Processes Acting on Multiple Niche Axes Across Spatial Scales” 184 (5). https://doi.org/10.1086/678233.

William K. Cornwell, David D. Ackerly, Dylan W. Schwilk. 2006. “A Trait-Based Test for Habitat Filtering: Convex Hull Volume” 87 (6). https://doi.org/10.1890/0012-9658(2006)87[1465:ATTFHF]2.0.CO;2.